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Updated: May 19, 2026

Large-Scale Multi-Omics Genome-Wide Association Studies (Mo-GWAS): Guidelines for Sample Preparation and Normalization
Published on: July 27, 2021
High-throughput identification methods of genomic functional variation in post-GWAS era and their application in
Xin-Yi Yin1,2,3, Shou-Zhi Wang1,2,3
1Key Laboratory of Chicken Genetics and Breeding, Ministry of Agriculture and Rural Affairs, Harbin 150030, China.
Abstract:
Genome-wide association study (GWAS) has identified a large number of genetic variations that are significantly associated with human diseases and animal and plant economic traits. However, the majority of these variants are located in non-coding regions of the genome, which makes it challenging to accurately pinpoint functional variants of biological significance from a vast number of candidate loci. In the post-GWAS era, high-throughput analytical approaches, such as high-throughput reporter gene analysis, CRISPR/Cas9-based gene editing technologies, and epigenetic analyses, have become powerful tools for systematically uncovering functional variants in the genome. These methods not only enable efficient identification of functional variants but also help elucidate the mechanisms through which they regulate gene expression, thereby clarifying the molecular basis underlying trait formation or disease pathogenesis. In this review, we systematically summarize current high-throughput strategies for identifying functional genomic variants, highlight their applications and recent advances in major agricultural animal species, and outline future research directions, with the aim of providing a reference for subsequent studies in related fields.
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